"No way," Liam muttered under his breath. He stared at the Instagram notification, the words "Mr. Bell followed you" swimming before his eyes. It felt like the air had been sucked out of the room. He felt a sudden, inexplicable urge to hide.

His social media presence was not a secret. He was a popular student, and the posts came freely. He liked to post pictures of his friends, videos of him playing basketball, and a running commentary on school life. It was all fairly harmless, wasn't it?

He sat down, his legs suddenly heavy. His thoughts raced. What if he’d been too outspoken? What if Mr. Bell thought he was annoying? What if this fundamentally changed their classroom dynamic? He stared at his phone, his reflection distorted in the black screen.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

This story is one of 1,000 stories generated for the emotion shocked. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 shocked stories, after denoising with neutral dialogue baselines, produces the shocked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shocked vector is projected through the unembedding matrix.

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255